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» On Fitting Mixture Models

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ESANN
2007

144views Neural Networks» more ESANN 2007»

Mixtures of robust probabilistic principal component analyzers

13 years 10 months ago

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Mixtures of probabilistic principal component analyzers model high-dimensional nonlinear data by combining local linear models. Each mixture component is speciﬁcally designed to...

Cédric Archambeau, Nicolas Delannay, Michel...

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ICML
2003
IEEE

139views Machine Learning» more ICML 2003»

Flexible Mixture Model for Collaborative Filtering

14 years 9 months ago

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Luo Si, Rong Jin

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NIPS
2004

185views Information Technology» more NIPS 2004»

Hierarchical Clustering of a Mixture Model

13 years 10 months ago

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In this paper we propose an efficient algorithm for reducing a large mixture of Gaussians into a smaller mixture while still preserving the component structure of the original mod...

Jacob Goldberger, Sam T. Roweis

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ACL
1997

113views Computational Linguistics» more ACL 1997»

Document Classification Using a Finite Mixture Model

13 years 10 months ago

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We propose a new method of classifying documents into categories. We define for each category a finite mixture model based on soft clustering of words. We treat the problem of cla...

Hang Li, Kenji Yamanishi

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PRL
2000

58views more PRL 2000»

Learning mixture models using a genetic version of the EM algorithm

13 years 8 months ago